Overview

Dataset info

Number of variables81
Number of observations1460
Missing cells6965 (5.9%)
Duplicate rows0 (0.0%)
Total size in memory924.0 KiB
Average record size in memory648.1 B

Variables types

Numeric32
Categorical48
Boolean1
Date0
URL0
Text (Unique)0
Rejected0
Unsupported0

Warnings

2ndFlrSF has 829 (56.8%) zeros Zeros
3SsnPorch has 1436 (98.4%) zeros Zeros
Alley has 1369 (93.8%) missing values Missing
BsmtCond has 37 (2.5%) missing values Missing
BsmtExposure has 38 (2.6%) missing values Missing
BsmtFinSF1 has 467 (32.0%) zeros Zeros
BsmtFinSF2 has 1293 (88.6%) zeros Zeros
BsmtFinType1 has 37 (2.5%) missing values Missing
BsmtFinType2 has 38 (2.6%) missing values Missing
BsmtQual has 37 (2.5%) missing values Missing
BsmtUnfSF has 118 (8.1%) zeros Zeros
EnclosedPorch has 1252 (85.8%) zeros Zeros
Fence has 1179 (80.8%) missing values Missing
FireplaceQu has 690 (47.3%) missing values Missing
GarageArea has 81 (5.5%) zeros Zeros
GarageCars has 81 (5.5%) zeros Zeros
GarageCond has 81 (5.5%) missing values Missing
GarageFinish has 81 (5.5%) missing values Missing
GarageQual has 81 (5.5%) missing values Missing
GarageType has 81 (5.5%) missing values Missing
GarageYrBlt has 81 (5.5%) missing values Missing
LotFrontage has 259 (17.7%) missing values Missing
LowQualFinSF has 1434 (98.2%) zeros Zeros
MasVnrArea has 861 (59.0%) zeros Zeros
MiscFeature has 1406 (96.3%) missing values Missing
MiscVal is highly skewed (γ1 = 24.47679419) Skewed
MiscVal has 1408 (96.4%) zeros Zeros
OpenPorchSF has 656 (44.9%) zeros Zeros
PoolArea has 1453 (99.5%) zeros Zeros
PoolQC has 1453 (99.5%) missing values Missing
ScreenPorch has 1344 (92.1%) zeros Zeros
TotalBsmtSF has 37 (2.5%) zeros Zeros
WoodDeckSF has 761 (52.1%) zeros Zeros

Variables

1stFlrSF
Numeric

Distinct count753
Unique (%)51.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1162.626712
Minimum334
Maximum4692
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum334
5-th percentile672.95
Q1882
Median1087
Q31391.25
95-th percentile1831.25
Maximum4692
Range4358
Interquartile range509.25

Descriptive statistics

Standard deviation386.587738
Coef of variation0.3325123481
Kurtosis5.745841482
Mean1162.626712
MAD300.5763089
Skewness1.376756622
Sum1697435
Variance149450.0792
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 334. 481.5 659. 762. 847.5 ... 1393. 1738. 2132.5 2578.5 4692. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
864 25 1.7%
 
1040 16 1.1%
 
912 14 1.0%
 
848 12 0.8%
 
894 12 0.8%
 
672 11 0.8%
 
816 9 0.6%
 
630 9 0.6%
 
936 7 0.5%
 
960 7 0.5%
 
Other values (743) 1338 91.6%
 

Minimum 5 values

ValueCountFrequency (%) 
334 1 0.1%
 
372 1 0.1%
 
438 1 0.1%
 
480 1 0.1%
 
483 7 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
4692 1 0.1%
 
3228 1 0.1%
 
3138 1 0.1%
 
2898 1 0.1%
 
2633 1 0.1%
 

2ndFlrSF
Numeric

Distinct count417
Unique (%)28.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean346.9924658
Minimum0
Maximum2065
Zeros (%)56.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3728
95-th percentile1141.05
Maximum2065
Range2065
Interquartile range728

Descriptive statistics

Standard deviation436.5284359
Coef of variation1.258034335
Kurtosis-0.5534635576
Mean346.9924658
MAD396.4775493
Skewness0.8130298163
Sum506609
Variance190557.0753
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 55. 200. 431. 545.5 ... 728.5 916.5 1366. 1564.5 2065. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 829 56.8%
 
728 10 0.7%
 
504 9 0.6%
 
672 8 0.5%
 
546 8 0.5%
 
720 7 0.5%
 
600 7 0.5%
 
896 6 0.4%
 
780 5 0.3%
 
862 5 0.3%
 
Other values (407) 566 38.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 829 56.8%
 
110 1 0.1%
 
167 1 0.1%
 
192 1 0.1%
 
208 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2065 1 0.1%
 
1872 1 0.1%
 
1818 1 0.1%
 
1796 1 0.1%
 
1611 1 0.1%
 

3SsnPorch
Numeric

Distinct count20
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.409589041
Minimum0
Maximum508
Zeros (%)98.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum508
Range508
Interquartile range0

Descriptive statistics

Standard deviation29.31733056
Coef of variation8.598493896
Kurtosis123.6623794
Mean3.409589041
MAD6.707082004
Skewness10.30434203
Sum4978
Variance859.505871
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=20)
Histogram
Histogram with variable size bins (bins=[ 0. 11.5 135. 189. 508. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1436 98.4%
 
168 3 0.2%
 
216 2 0.1%
 
144 2 0.1%
 
180 2 0.1%
 
245 1 0.1%
 
238 1 0.1%
 
290 1 0.1%
 
196 1 0.1%
 
182 1 0.1%
 
Other values (10) 10 0.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1436 98.4%
 
23 1 0.1%
 
96 1 0.1%
 
130 1 0.1%
 
140 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
508 1 0.1%
 
407 1 0.1%
 
320 1 0.1%
 
304 1 0.1%
 
290 1 0.1%
 

Alley
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)93.8%
Missing (n)1369
Grvl
 
50
Pave
 
41
(Missing)
1369
ValueCountFrequency (%) 
Grvl 50 3.4%
 
Pave 41 2.8%
 
(Missing) 1369 93.8%
 
Max length4
Mean length3.062328767
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BedroomAbvGr
Numeric

Distinct count8
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.866438356
Minimum0
Maximum8
Zeros (%)0.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile2
Q12
Median3
Q33
95-th percentile4
Maximum8
Range8
Interquartile range1

Descriptive statistics

Standard deviation0.8157780441
Coef of variation0.2845964025
Kurtosis2.230874582
Mean2.866438356
MAD0.576308876
Skewness0.2117900963
Sum4185
Variance0.6654938173
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 3.5 4.5 5.5 8. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 804 55.1%
 
2 358 24.5%
 
4 213 14.6%
 
1 50 3.4%
 
5 21 1.4%
 
6 7 0.5%
 
0 6 0.4%
 
8 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 6 0.4%
 
1 50 3.4%
 
2 358 24.5%
 
3 804 55.1%
 
4 213 14.6%
 

Maximum 5 values

ValueCountFrequency (%) 
8 1 0.1%
 
6 7 0.5%
 
5 21 1.4%
 
4 213 14.6%
 
3 804 55.1%
 

BldgType
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
1Fam
1220
TwnhsE
 
114
Duplex
 
52
Other values (2)
 
74
ValueCountFrequency (%) 
1Fam 1220 83.6%
 
TwnhsE 114 7.8%
 
Duplex 52 3.6%
 
Twnhs 43 2.9%
 
2fmCon 31 2.1%
 
Max length6
Mean length4.299315068
Min length4
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

BsmtCond
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)2.5%
Missing (n)37
TA
1311
Gd
 
65
Fa
 
45
(Missing)
 
37
ValueCountFrequency (%) 
TA 1311 89.8%
 
Gd 65 4.5%
 
Fa 45 3.1%
 
Po 2 0.1%
 
(Missing) 37 2.5%
 
Max length3
Mean length2.025342466
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtExposure
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)2.6%
Missing (n)38
No
953
Av
221
Gd
 
134
ValueCountFrequency (%) 
No 953 65.3%
 
Av 221 15.1%
 
Gd 134 9.2%
 
Mn 114 7.8%
 
(Missing) 38 2.6%
 
Max length3
Mean length2.026027397
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFinSF1
Numeric

Distinct count637
Unique (%)43.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean443.639726
Minimum0
Maximum5644
Zeros (%)32.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median383.5
Q3712.25
95-th percentile1274
Maximum5644
Range5644
Interquartile range712.25

Descriptive statistics

Standard deviation456.0980908
Coef of variation1.028082167
Kurtosis11.11823629
Mean443.639726
MAD367.3696735
Skewness1.685503072
Sum647714
Variance208025.4685
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.000e+00 1.000e+00 2.200e+01 2.450e+01 1.795e+02 7.895e+02 1.087e+03 1.475e+03 2.224e+03 5.644e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 467 32.0%
 
24 12 0.8%
 
16 9 0.6%
 
20 5 0.3%
 
686 5 0.3%
 
616 5 0.3%
 
936 5 0.3%
 
662 5 0.3%
 
428 4 0.3%
 
655 4 0.3%
 
Other values (627) 939 64.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 467 32.0%
 
2 1 0.1%
 
16 9 0.6%
 
20 5 0.3%
 
24 12 0.8%
 

Maximum 5 values

ValueCountFrequency (%) 
5644 1 0.1%
 
2260 1 0.1%
 
2188 1 0.1%
 
2096 1 0.1%
 
1904 1 0.1%
 

BsmtFinSF2
Numeric

Distinct count144
Unique (%)9.9%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean46.54931507
Minimum0
Maximum1474
Zeros (%)88.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile396.2
Maximum1474
Range1474
Interquartile range0

Descriptive statistics

Standard deviation161.3192728
Coef of variation3.465556315
Kurtosis20.11333755
Mean46.54931507
MAD82.53501407
Skewness4.255261109
Sum67962
Variance26023.90778
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 14. 178.5 183. 718. 1123.5 1474. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1293 88.6%
 
180 5 0.3%
 
374 3 0.2%
 
551 2 0.1%
 
93 2 0.1%
 
468 2 0.1%
 
147 2 0.1%
 
480 2 0.1%
 
539 2 0.1%
 
712 2 0.1%
 
Other values (134) 145 9.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1293 88.6%
 
28 1 0.1%
 
32 1 0.1%
 
35 1 0.1%
 
40 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1474 1 0.1%
 
1127 1 0.1%
 
1120 1 0.1%
 
1085 1 0.1%
 
1080 1 0.1%
 

BsmtFinType1
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)2.5%
Missing (n)37
Unf
430
GLQ
418
ALQ
220
Other values (3)
355
ValueCountFrequency (%) 
Unf 430 29.5%
 
GLQ 418 28.6%
 
ALQ 220 15.1%
 
BLQ 148 10.1%
 
Rec 133 9.1%
 
LwQ 74 5.1%
 
(Missing) 37 2.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFinType2
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)2.6%
Missing (n)38
Unf
1256
Rec
 
54
LwQ
 
46
Other values (3)
 
66
(Missing)
 
38
ValueCountFrequency (%) 
Unf 1256 86.0%
 
Rec 54 3.7%
 
LwQ 46 3.2%
 
BLQ 33 2.3%
 
ALQ 19 1.3%
 
GLQ 14 1.0%
 
(Missing) 38 2.6%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtFullBath
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
856
1
588
2
 
15
ValueCountFrequency (%) 
0 856 58.6%
 
1 588 40.3%
 
2 15 1.0%
 
3 1 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

BsmtHalfBath
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
0
1378
1
 
80
2
 
2
ValueCountFrequency (%) 
0 1378 94.4%
 
1 80 5.5%
 
2 2 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

BsmtQual
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)2.5%
Missing (n)37
TA
649
Gd
618
Ex
 
121
(Missing)
 
37
ValueCountFrequency (%) 
TA 649 44.5%
 
Gd 618 42.3%
 
Ex 121 8.3%
 
Fa 35 2.4%
 
(Missing) 37 2.5%
 
Max length3
Mean length2.025342466
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

BsmtUnfSF
Numeric

Distinct count780
Unique (%)53.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean567.240411
Minimum0
Maximum2336
Zeros (%)8.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1223
Median477.5
Q3808
95-th percentile1468
Maximum2336
Range2336
Interquartile range585

Descriptive statistics

Standard deviation441.8669553
Coef of variation0.7789765094
Kurtosis0.4749939878
Mean567.240411
MAD353.2816157
Skewness0.9202684528
Sum828171
Variance195246.4062
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 7. 74.5 441.5 817. 977.5 1500. 1818. 2336. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 118 8.1%
 
728 9 0.6%
 
384 8 0.5%
 
572 7 0.5%
 
600 7 0.5%
 
300 7 0.5%
 
440 6 0.4%
 
625 6 0.4%
 
280 6 0.4%
 
672 6 0.4%
 
Other values (770) 1280 87.7%
 

Minimum 5 values

ValueCountFrequency (%) 
0 118 8.1%
 
14 1 0.1%
 
15 1 0.1%
 
23 2 0.1%
 
26 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2336 1 0.1%
 
2153 1 0.1%
 
2121 1 0.1%
 
2046 1 0.1%
 
2042 1 0.1%
 

CentralAir
Boolean

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Y
1365
N
 
95
ValueCountFrequency (%) 
Y 1365 93.5%
 
N 95 6.5%
 

Condition1
Categorical

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Norm
1260
Feedr
 
81
Artery
 
48
Other values (6)
 
71
ValueCountFrequency (%) 
Norm 1260 86.3%
 
Feedr 81 5.5%
 
Artery 48 3.3%
 
RRAn 26 1.8%
 
PosN 19 1.3%
 
RRAe 11 0.8%
 
PosA 8 0.5%
 
RRNn 5 0.3%
 
RRNe 2 0.1%
 
Max length6
Mean length4.121232877
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Condition2
Categorical

Distinct count8
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Norm
1445
Feedr
 
6
RRNn
 
2
Other values (5)
 
7
ValueCountFrequency (%) 
Norm 1445 99.0%
 
Feedr 6 0.4%
 
RRNn 2 0.1%
 
Artery 2 0.1%
 
PosN 2 0.1%
 
RRAe 1 0.1%
 
PosA 1 0.1%
 
RRAn 1 0.1%
 
Max length6
Mean length4.006849315
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Electrical
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.1%
Missing (n)1
SBrkr
1334
FuseA
 
94
FuseF
 
27
Other values (2)
 
4
ValueCountFrequency (%) 
SBrkr 1334 91.4%
 
FuseA 94 6.4%
 
FuseF 27 1.8%
 
FuseP 3 0.2%
 
Mix 1 0.1%
 
(Missing) 1 0.1%
 
Max length5
Mean length4.997260274
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

EnclosedPorch
Numeric

Distinct count120
Unique (%)8.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean21.95410959
Minimum0
Maximum552
Zeros (%)85.8%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile180.15
Maximum552
Range552
Interquartile range0

Descriptive statistics

Standard deviation61.1191486
Coef of variation2.783950237
Kurtosis10.43076594
Mean21.95410959
MAD37.65952524
Skewness3.089871904
Sum32053
Variance3735.550326
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 9.5 110. 113. 253. 297.5 552. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1252 85.8%
 
112 15 1.0%
 
96 6 0.4%
 
120 5 0.3%
 
144 5 0.3%
 
192 5 0.3%
 
216 5 0.3%
 
252 4 0.3%
 
116 4 0.3%
 
156 4 0.3%
 
Other values (110) 155 10.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1252 85.8%
 
19 1 0.1%
 
20 1 0.1%
 
24 1 0.1%
 
30 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
552 1 0.1%
 
386 1 0.1%
 
330 1 0.1%
 
318 1 0.1%
 
301 1 0.1%
 

ExterCond
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
TA
1282
Gd
 
146
Fa
 
28
Other values (2)
 
4
ValueCountFrequency (%) 
TA 1282 87.8%
 
Gd 146 10.0%
 
Fa 28 1.9%
 
Ex 3 0.2%
 
Po 1 0.1%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Exterior1st
Categorical

Distinct count15
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
VinylSd
515
HdBoard
222
MetalSd
220
Other values (12)
503
ValueCountFrequency (%) 
VinylSd 515 35.3%
 
HdBoard 222 15.2%
 
MetalSd 220 15.1%
 
Wd Sdng 206 14.1%
 
Plywood 108 7.4%
 
CemntBd 61 4.2%
 
BrkFace 50 3.4%
 
WdShing 26 1.8%
 
Stucco 25 1.7%
 
AsbShng 20 1.4%
 
Other values (5) 7 0.5%
 
Max length7
Mean length6.979452055
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Exterior2nd
Categorical

Distinct count16
Unique (%)1.1%
Missing (%)0.0%
Missing (n)0
VinylSd
504
MetalSd
214
HdBoard
207
Other values (13)
535
ValueCountFrequency (%) 
VinylSd 504 34.5%
 
MetalSd 214 14.7%
 
HdBoard 207 14.2%
 
Wd Sdng 197 13.5%
 
Plywood 142 9.7%
 
CmentBd 60 4.1%
 
Wd Shng 38 2.6%
 
Stucco 26 1.8%
 
BrkFace 25 1.7%
 
AsbShng 20 1.4%
 
Other values (6) 27 1.8%
 
Max length7
Mean length6.973287671
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

ExterQual
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
TA
906
Gd
488
Ex
 
52
ValueCountFrequency (%) 
TA 906 62.1%
 
Gd 488 33.4%
 
Ex 52 3.6%
 
Fa 14 1.0%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Fence
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)80.8%
Missing (n)1179
MnPrv
 
157
GdPrv
 
59
GdWo
 
54
(Missing)
1179
ValueCountFrequency (%) 
MnPrv 157 10.8%
 
GdPrv 59 4.0%
 
GdWo 54 3.7%
 
MnWw 11 0.8%
 
(Missing) 1179 80.8%
 
Max length5
Mean length3.340410959
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

FireplaceQu
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)47.3%
Missing (n)690
Gd
380
TA
313
Fa
 
33
Other values (2)
 
44
(Missing)
690
ValueCountFrequency (%) 
Gd 380 26.0%
 
TA 313 21.4%
 
Fa 33 2.3%
 
Ex 24 1.6%
 
Po 20 1.4%
 
(Missing) 690 47.3%
 
Max length3
Mean length2.47260274
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

Fireplaces
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
0
690
1
650
2
 
115
ValueCountFrequency (%) 
0 690 47.3%
 
1 650 44.5%
 
2 115 7.9%
 
3 5 0.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Foundation
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
PConc
647
CBlock
634
BrkTil
146
Other values (3)
 
33
ValueCountFrequency (%) 
PConc 647 44.3%
 
CBlock 634 43.4%
 
BrkTil 146 10.0%
 
Slab 24 1.6%
 
Stone 6 0.4%
 
Wood 3 0.2%
 
Max length6
Mean length5.515753425
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

FullBath
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
2
768
1
650
3
 
33
ValueCountFrequency (%) 
2 768 52.6%
 
1 650 44.5%
 
3 33 2.3%
 
0 9 0.6%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Functional
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Typ
1360
Min2
 
34
Min1
 
31
Other values (4)
 
35
ValueCountFrequency (%) 
Typ 1360 93.2%
 
Min2 34 2.3%
 
Min1 31 2.1%
 
Mod 15 1.0%
 
Maj1 14 1.0%
 
Maj2 5 0.3%
 
Sev 1 0.1%
 
Max length4
Mean length3.057534247
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

GarageArea
Numeric

Distinct count441
Unique (%)30.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean472.980137
Minimum0
Maximum1418
Zeros (%)5.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q1334.5
Median480
Q3576
95-th percentile850.1
Maximum1418
Range1418
Interquartile range241.5

Descriptive statistics

Standard deviation213.8048415
Coef of variation0.452037675
Kurtosis0.9170672023
Mean472.980137
MAD160.0190646
Skewness0.1799809067
Sum690551
Variance45712.51023
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 80. 172. 237. 242. ... 671.5 672.5 910. 1061. 1418. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 81 5.5%
 
440 49 3.4%
 
576 47 3.2%
 
240 38 2.6%
 
484 34 2.3%
 
528 33 2.3%
 
288 27 1.8%
 
400 25 1.7%
 
480 24 1.6%
 
264 24 1.6%
 
Other values (431) 1078 73.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 81 5.5%
 
160 2 0.1%
 
164 1 0.1%
 
180 9 0.6%
 
186 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1418 1 0.1%
 
1390 1 0.1%
 
1356 1 0.1%
 
1248 1 0.1%
 
1220 1 0.1%
 

GarageCars
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.767123288
Minimum0
Maximum4
Zeros (%)5.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q11
Median2
Q32
95-th percentile3
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.7473150101
Coef of variation0.4228991918
Kurtosis0.220997764
Mean1.767123288
MAD0.5838431225
Skewness-0.3425489297
Sum2580
Variance0.5584797243
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
ValueCountFrequency (%) 
2 824 56.4%
 
1 369 25.3%
 
3 181 12.4%
 
0 81 5.5%
 
4 5 0.3%
 

Minimum 5 values

ValueCountFrequency (%) 
0 81 5.5%
 
1 369 25.3%
 
2 824 56.4%
 
3 181 12.4%
 
4 5 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
4 5 0.3%
 
3 181 12.4%
 
2 824 56.4%
 
1 369 25.3%
 
0 81 5.5%
 

GarageCond
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)5.5%
Missing (n)81
TA
1326
Fa
 
35
Gd
 
9
Other values (2)
 
9
(Missing)
 
81
ValueCountFrequency (%) 
TA 1326 90.8%
 
Fa 35 2.4%
 
Gd 9 0.6%
 
Po 7 0.5%
 
Ex 2 0.1%
 
(Missing) 81 5.5%
 
Max length3
Mean length2.055479452
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageFinish
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)5.5%
Missing (n)81
Unf
605
RFn
422
Fin
352
(Missing)
 
81
ValueCountFrequency (%) 
Unf 605 41.4%
 
RFn 422 28.9%
 
Fin 352 24.1%
 
(Missing) 81 5.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageQual
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)5.5%
Missing (n)81
TA
1311
Fa
 
48
Gd
 
14
Other values (2)
 
6
(Missing)
 
81
ValueCountFrequency (%) 
TA 1311 89.8%
 
Fa 48 3.3%
 
Gd 14 1.0%
 
Po 3 0.2%
 
Ex 3 0.2%
 
(Missing) 81 5.5%
 
Max length3
Mean length2.055479452
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

GarageType
Categorical

Distinct count7
Unique (%)0.5%
Missing (%)5.5%
Missing (n)81
Attchd
870
Detchd
387
BuiltIn
 
88
Other values (3)
 
34
(Missing)
 
81
ValueCountFrequency (%) 
Attchd 870 59.6%
 
Detchd 387 26.5%
 
BuiltIn 88 6.0%
 
Basment 19 1.3%
 
CarPort 9 0.6%
 
2Types 6 0.4%
 
(Missing) 81 5.5%
 
Max length7
Mean length5.913013699
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

GarageYrBlt
Numeric

Distinct count98
Unique (%)6.7%
Missing (%)5.5%
Missing (n)81
Infinite (%)0.0%
Infinite (n)0
Mean1978.506164
Minimum1900
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1900
5-th percentile1930
Q11961
Median1980
Q32002
95-th percentile2007
Maximum2010
Range110
Interquartile range41

Descriptive statistics

Standard deviation24.68972477
Coef of variation0.01247897288
Kurtosis-0.418340998
Mean1978.506164
MAD20.91317762
Skewness-0.6494146239
Sum2728360
Variance609.5825091
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
2005 65 4.5%
 
2006 59 4.0%
 
2004 53 3.6%
 
2003 50 3.4%
 
2007 49 3.4%
 
1977 35 2.4%
 
1998 31 2.1%
 
1999 30 2.1%
 
1976 29 2.0%
 
2008 29 2.0%
 
Other values (87) 949 65.0%
 
(Missing) 81 5.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1900 1 0.1%
 
1906 1 0.1%
 
1908 1 0.1%
 
1910 3 0.2%
 
1914 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 3 0.2%
 
2009 21 1.4%
 
2008 29 2.0%
 
2007 49 3.4%
 
2006 59 4.0%
 

GrLivArea
Numeric

Distinct count861
Unique (%)59.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1515.463699
Minimum334
Maximum5642
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum334
5-th percentile848
Q11129.5
Median1464
Q31776.75
95-th percentile2466.1
Maximum5642
Range5308
Interquartile range647.25

Descriptive statistics

Standard deviation525.4803834
Coef of variation0.3467456092
Kurtosis4.895120581
Mean1515.463699
MAD397.3249381
Skewness1.366560356
Sum2212577
Variance276129.6334
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 334. 610.5 765.5 862.5 865. ... 2137. 2650. 2885. 3617.5 5642. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
864 22 1.5%
 
1040 14 1.0%
 
894 11 0.8%
 
848 10 0.7%
 
1456 10 0.7%
 
912 9 0.6%
 
1200 9 0.6%
 
816 8 0.5%
 
1092 8 0.5%
 
1344 7 0.5%
 
Other values (851) 1352 92.6%
 

Minimum 5 values

ValueCountFrequency (%) 
334 1 0.1%
 
438 1 0.1%
 
480 1 0.1%
 
520 1 0.1%
 
605 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
5642 1 0.1%
 
4676 1 0.1%
 
4476 1 0.1%
 
4316 1 0.1%
 
3627 1 0.1%
 

HalfBath
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
0
913
1
535
2
 
12
ValueCountFrequency (%) 
0 913 62.5%
 
1 535 36.6%
 
2 12 0.8%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

Heating
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
GasA
1428
GasW
 
18
Grav
 
7
Other values (3)
 
7
ValueCountFrequency (%) 
GasA 1428 97.8%
 
GasW 18 1.2%
 
Grav 7 0.5%
 
Wall 4 0.3%
 
OthW 2 0.1%
 
Floor 1 0.1%
 
Max length5
Mean length4.000684932
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HeatingQC
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Ex
741
TA
428
Gd
241
Other values (2)
 
50
ValueCountFrequency (%) 
Ex 741 50.8%
 
TA 428 29.3%
 
Gd 241 16.5%
 
Fa 49 3.4%
 
Po 1 0.1%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

HouseStyle
Categorical

Distinct count8
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
1Story
726
2Story
445
1.5Fin
154
Other values (5)
 
135
ValueCountFrequency (%) 
1Story 726 49.7%
 
2Story 445 30.5%
 
1.5Fin 154 10.5%
 
SLvl 65 4.5%
 
SFoyer 37 2.5%
 
1.5Unf 14 1.0%
 
2.5Unf 11 0.8%
 
2.5Fin 8 0.5%
 
Max length6
Mean length5.910958904
Min length4
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsTrue

Id
Numeric

Distinct count1460
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean730.5
Minimum1
Maximum1460
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile73.95
Q1365.75
Median730.5
Q31095.25
95-th percentile1387.05
Maximum1460
Range1459
Interquartile range729.5

Descriptive statistics

Standard deviation421.6100094
Coef of variation0.577152648
Kurtosis-1.2
Mean730.5
MAD365
Skewness0
Sum1066530
Variance177755
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.00e+00 1.46e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1460 1 0.1%
 
479 1 0.1%
 
481 1 0.1%
 
482 1 0.1%
 
483 1 0.1%
 
484 1 0.1%
 
485 1 0.1%
 
486 1 0.1%
 
487 1 0.1%
 
488 1 0.1%
 
Other values (1450) 1450 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 0.1%
 
2 1 0.1%
 
3 1 0.1%
 
4 1 0.1%
 
5 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
1460 1 0.1%
 
1459 1 0.1%
 
1458 1 0.1%
 
1457 1 0.1%
 
1456 1 0.1%
 

KitchenAbvGr
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
1
1392
2
 
65
3
 
2
ValueCountFrequency (%) 
1 1392 95.3%
 
2 65 4.5%
 
3 2 0.1%
 
0 1 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

KitchenQual
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
TA
735
Gd
586
Ex
 
100
ValueCountFrequency (%) 
TA 735 50.3%
 
Gd 586 40.1%
 
Ex 100 6.8%
 
Fa 39 2.7%
 
Max length2
Mean length2
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LandContour
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Lvl
1311
Bnk
 
63
HLS
 
50
ValueCountFrequency (%) 
Lvl 1311 89.8%
 
Bnk 63 4.3%
 
HLS 50 3.4%
 
Low 36 2.5%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LandSlope
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Gtl
1382
Mod
 
65
Sev
 
13
ValueCountFrequency (%) 
Gtl 1382 94.7%
 
Mod 65 4.5%
 
Sev 13 0.9%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

LotArea
Numeric

Distinct count1073
Unique (%)73.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean10516.82808
Minimum1300
Maximum215245
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1300
5-th percentile3311.7
Q17553.5
Median9478.5
Q311601.5
95-th percentile17401.15
Maximum215245
Range213945
Interquartile range4048

Descriptive statistics

Standard deviation9981.264932
Coef of variation0.949075601
Kurtosis203.243271
Mean10516.82808
MAD3758.813815
Skewness12.20768785
Sum15354569
Variance99625649.65
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 1300. 3181. 3189. 5962.5 6020. ... 14875.5 18015. 26160. 55352. 215245. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
7200 25 1.7%
 
9600 24 1.6%
 
6000 17 1.2%
 
10800 14 1.0%
 
9000 14 1.0%
 
8400 14 1.0%
 
1680 10 0.7%
 
7500 9 0.6%
 
8125 8 0.5%
 
9100 8 0.5%
 
Other values (1063) 1317 90.2%
 

Minimum 5 values

ValueCountFrequency (%) 
1300 1 0.1%
 
1477 1 0.1%
 
1491 1 0.1%
 
1526 1 0.1%
 
1533 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
215245 1 0.1%
 
164660 1 0.1%
 
159000 1 0.1%
 
115149 1 0.1%
 
70761 1 0.1%
 

LotConfig
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Inside
1052
Corner
263
CulDSac
 
94
Other values (2)
 
51
ValueCountFrequency (%) 
Inside 1052 72.1%
 
Corner 263 18.0%
 
CulDSac 94 6.4%
 
FR2 47 3.2%
 
FR3 4 0.3%
 
Max length7
Mean length5.959589041
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

LotFrontage
Numeric

Distinct count111
Unique (%)7.6%
Missing (%)17.7%
Missing (n)259
Infinite (%)0.0%
Infinite (n)0
Mean70.04995837
Minimum21
Maximum313
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum21
5-th percentile34
Q159
Median69
Q380
95-th percentile107
Maximum313
Range292
Interquartile range21

Descriptive statistics

Standard deviation24.28475177
Coef of variation0.3466776047
Kurtosis17.45286726
Mean70.04995837
MAD16.76190186
Skewness2.163569142
Sum84130
Variance589.7491687
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
60 143 9.8%
 
70 70 4.8%
 
80 69 4.7%
 
50 57 3.9%
 
75 53 3.6%
 
65 44 3.0%
 
85 40 2.7%
 
78 25 1.7%
 
21 23 1.6%
 
90 23 1.6%
 
Other values (100) 654 44.8%
 
(Missing) 259 17.7%
 

Minimum 5 values

ValueCountFrequency (%) 
21 23 1.6%
 
24 19 1.3%
 
30 6 0.4%
 
32 5 0.3%
 
33 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
313 2 0.1%
 
182 1 0.1%
 
174 2 0.1%
 
168 1 0.1%
 
160 1 0.1%
 

LotShape
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Reg
925
IR1
484
IR2
 
41
ValueCountFrequency (%) 
Reg 925 63.4%
 
IR1 484 33.2%
 
IR2 41 2.8%
 
IR3 10 0.7%
 
Max length3
Mean length3
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

LowQualFinSF
Numeric

Distinct count24
Unique (%)1.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.844520548
Minimum0
Maximum572
Zeros (%)98.2%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum572
Range572
Interquartile range0

Descriptive statistics

Standard deviation48.62308143
Coef of variation8.319430317
Kurtosis83.23481667
Mean5.844520548
MAD11.48088009
Skewness9.011341288
Sum8533
Variance2364.204048
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=24)
Histogram
Histogram with variable size bins (bins=[ 0. 26.5 572. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1434 98.2%
 
80 3 0.2%
 
360 2 0.1%
 
528 1 0.1%
 
53 1 0.1%
 
120 1 0.1%
 
144 1 0.1%
 
156 1 0.1%
 
205 1 0.1%
 
232 1 0.1%
 
Other values (14) 14 1.0%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1434 98.2%
 
53 1 0.1%
 
80 3 0.2%
 
120 1 0.1%
 
144 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
572 1 0.1%
 
528 1 0.1%
 
515 1 0.1%
 
514 1 0.1%
 
513 1 0.1%
 

MasVnrArea
Numeric

Distinct count328
Unique (%)22.5%
Missing (%)0.5%
Missing (n)8
Infinite (%)0.0%
Infinite (n)0
Mean103.6852617
Minimum0
Maximum1600
Zeros (%)59.0%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3166
95-th percentile456
Maximum1600
Range1600
Interquartile range166

Descriptive statistics

Standard deviation181.0662066
Coef of variation1.746306115
Kurtosis10.08241732
Mean103.6852617
MAD129.7818351
Skewness2.66908421
Sum150551
Variance32784.97117
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0 861 59.0%
 
72 8 0.5%
 
180 8 0.5%
 
108 8 0.5%
 
120 7 0.5%
 
16 7 0.5%
 
106 6 0.4%
 
80 6 0.4%
 
340 6 0.4%
 
200 6 0.4%
 
Other values (317) 529 36.2%
 
(Missing) 8 0.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 861 59.0%
 
1 2 0.1%
 
11 1 0.1%
 
14 1 0.1%
 
16 7 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
1600 1 0.1%
 
1378 1 0.1%
 
1170 1 0.1%
 
1129 1 0.1%
 
1115 1 0.1%
 

MasVnrType
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.5%
Missing (n)8
None
864
BrkFace
445
Stone
 
128
ValueCountFrequency (%) 
None 864 59.2%
 
BrkFace 445 30.5%
 
Stone 128 8.8%
 
BrkCmn 15 1.0%
 
(Missing) 8 0.5%
 
Max length7
Mean length5.017123288
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

MiscFeature
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)96.3%
Missing (n)1406
Shed
 
49
Othr
 
2
Gar2
 
2
(Missing)
1406
ValueCountFrequency (%) 
Shed 49 3.4%
 
Othr 2 0.1%
 
Gar2 2 0.1%
 
TenC 1 0.1%
 
(Missing) 1406 96.3%
 
Max length4
Mean length3.036986301
Min length3
Contains charsTrue
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

MiscVal
Numeric

Distinct count21
Unique (%)1.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean43.4890411
Minimum0
Maximum15500
Zeros (%)96.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum15500
Range15500
Interquartile range0

Descriptive statistics

Standard deviation496.1230245
Coef of variation11.408001
Kurtosis701.0033423
Mean43.4890411
MAD83.88023269
Skewness24.47679419
Sum63494
Variance246138.0554
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=21)
Histogram
Histogram with variable size bins (bins=[ 0. 27. 375. 530. 750. 2250. 15500.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1408 96.4%
 
400 11 0.8%
 
500 8 0.5%
 
700 5 0.3%
 
450 4 0.3%
 
2000 4 0.3%
 
600 4 0.3%
 
1200 2 0.1%
 
480 2 0.1%
 
1150 1 0.1%
 
Other values (11) 11 0.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1408 96.4%
 
54 1 0.1%
 
350 1 0.1%
 
400 11 0.8%
 
450 4 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
15500 1 0.1%
 
8300 1 0.1%
 
3500 1 0.1%
 
2500 1 0.1%
 
2000 4 0.3%
 

MoSold
Numeric

Distinct count12
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.321917808
Minimum1
Maximum12
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile2
Q15
Median6
Q38
95-th percentile11
Maximum12
Range11
Interquartile range3

Descriptive statistics

Standard deviation2.703626208
Coef of variation0.4276591836
Kurtosis-0.4041093415
Mean6.321917808
MAD2.142522049
Skewness0.2120529851
Sum9230
Variance7.309594675
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 4.5 7.5 8.5 11.5 12. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6 253 17.3%
 
7 234 16.0%
 
5 204 14.0%
 
4 141 9.7%
 
8 122 8.4%
 
3 106 7.3%
 
10 89 6.1%
 
11 79 5.4%
 
9 63 4.3%
 
12 59 4.0%
 
Other values (2) 110 7.5%
 

Minimum 5 values

ValueCountFrequency (%) 
1 58 4.0%
 
2 52 3.6%
 
3 106 7.3%
 
4 141 9.7%
 
5 204 14.0%
 

Maximum 5 values

ValueCountFrequency (%) 
12 59 4.0%
 
11 79 5.4%
 
10 89 6.1%
 
9 63 4.3%
 
8 122 8.4%
 

MSSubClass
Numeric

Distinct count15
Unique (%)1.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean56.89726027
Minimum20
Maximum190
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum20
5-th percentile20
Q120
Median50
Q370
95-th percentile160
Maximum190
Range170
Interquartile range50

Descriptive statistics

Standard deviation42.30057099
Coef of variation0.7434553226
Kurtosis1.580187965
Mean56.89726027
MAD31.28274536
Skewness1.407656747
Sum83070
Variance1789.338306
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=15)
Histogram
Histogram with variable size bins (bins=[ 20. 25. 35. 42.5 47.5 ... 77.5 82.5 170. 185. 190. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20 536 36.7%
 
60 299 20.5%
 
50 144 9.9%
 
120 87 6.0%
 
30 69 4.7%
 
160 63 4.3%
 
70 60 4.1%
 
80 58 4.0%
 
90 52 3.6%
 
190 30 2.1%
 
Other values (5) 62 4.2%
 

Minimum 5 values

ValueCountFrequency (%) 
20 536 36.7%
 
30 69 4.7%
 
40 4 0.3%
 
45 12 0.8%
 
50 144 9.9%
 

Maximum 5 values

ValueCountFrequency (%) 
190 30 2.1%
 
180 10 0.7%
 
160 63 4.3%
 
120 87 6.0%
 
90 52 3.6%
 

MSZoning
Categorical

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
RL
1151
RM
 
218
FV
 
65
Other values (2)
 
26
ValueCountFrequency (%) 
RL 1151 78.8%
 
RM 218 14.9%
 
FV 65 4.5%
 
RH 16 1.1%
 
C (all) 10 0.7%
 
Max length7
Mean length2.034246575
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesTrue
Contains non-wordsTrue

Neighborhood
Categorical

Distinct count25
Unique (%)1.7%
Missing (%)0.0%
Missing (n)0
NAmes
225
CollgCr
 
150
OldTown
 
113
Other values (22)
972
ValueCountFrequency (%) 
NAmes 225 15.4%
 
CollgCr 150 10.3%
 
OldTown 113 7.7%
 
Edwards 100 6.8%
 
Somerst 86 5.9%
 
Gilbert 79 5.4%
 
NridgHt 77 5.3%
 
Sawyer 74 5.1%
 
NWAmes 73 5.0%
 
SawyerW 59 4.0%
 
Other values (15) 424 29.0%
 
Max length7
Mean length6.494520548
Min length5
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

OpenPorchSF
Numeric

Distinct count202
Unique (%)13.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean46.66027397
Minimum0
Maximum547
Zeros (%)44.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median25
Q368
95-th percentile175.05
Maximum547
Range547
Interquartile range68

Descriptive statistics

Standard deviation66.25602768
Coef of variation1.419966538
Kurtosis8.490335806
Mean46.66027397
MAD47.67807844
Skewness2.36434174
Sum68124
Variance4389.861203
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 2. 15.5 19. 47.5 ... 76.5 122.5 171. 291.5 547. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 656 44.9%
 
36 29 2.0%
 
48 22 1.5%
 
20 21 1.4%
 
40 19 1.3%
 
45 19 1.3%
 
30 16 1.1%
 
24 16 1.1%
 
60 15 1.0%
 
39 14 1.0%
 
Other values (192) 633 43.4%
 

Minimum 5 values

ValueCountFrequency (%) 
0 656 44.9%
 
4 1 0.1%
 
8 1 0.1%
 
10 1 0.1%
 
11 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
547 1 0.1%
 
523 1 0.1%
 
502 1 0.1%
 
418 1 0.1%
 
406 1 0.1%
 

OverallCond
Numeric

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5.575342466
Minimum1
Maximum9
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q15
Median5
Q36
95-th percentile8
Maximum9
Range8
Interquartile range1

Descriptive statistics

Standard deviation1.112799337
Coef of variation0.1995930014
Kurtosis1.106413461
Mean5.575342466
MAD0.8890223306
Skewness0.6930674725
Sum8140
Variance1.238322364
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=9)
Histogram
Histogram with variable size bins (bins=[1. 2.5 3.5 4.5 5.5 7.5 9. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 821 56.2%
 
6 252 17.3%
 
7 205 14.0%
 
8 72 4.9%
 
4 57 3.9%
 
3 25 1.7%
 
9 22 1.5%
 
2 5 0.3%
 
1 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 0.1%
 
2 5 0.3%
 
3 25 1.7%
 
4 57 3.9%
 
5 821 56.2%
 

Maximum 5 values

ValueCountFrequency (%) 
9 22 1.5%
 
8 72 4.9%
 
7 205 14.0%
 
6 252 17.3%
 
5 821 56.2%
 

OverallQual
Numeric

Distinct count10
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.099315068
Minimum1
Maximum10
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q15
Median6
Q37
95-th percentile8
Maximum10
Range9
Interquartile range2

Descriptive statistics

Standard deviation1.382996547
Coef of variation0.2267462053
Kurtosis0.09629277836
Mean6.099315068
MAD1.098048414
Skewness0.2169439278
Sum8905
Variance1.912679448
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 2.5 3.5 4.5 6.5 7.5 8.5 10. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 397 27.2%
 
6 374 25.6%
 
7 319 21.8%
 
8 168 11.5%
 
4 116 7.9%
 
9 43 2.9%
 
3 20 1.4%
 
10 18 1.2%
 
2 3 0.2%
 
1 2 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2 0.1%
 
2 3 0.2%
 
3 20 1.4%
 
4 116 7.9%
 
5 397 27.2%
 

Maximum 5 values

ValueCountFrequency (%) 
10 18 1.2%
 
9 43 2.9%
 
8 168 11.5%
 
7 319 21.8%
 
6 374 25.6%
 

PavedDrive
Categorical

Distinct count3
Unique (%)0.2%
Missing (%)0.0%
Missing (n)0
Y
1340
N
 
90
P
 
30
ValueCountFrequency (%) 
Y 1340 91.8%
 
N 90 6.2%
 
P 30 2.1%
 
Max length1
Mean length1
Min length1
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

PoolArea
Numeric

Distinct count8
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2.75890411
Minimum0
Maximum738
Zeros (%)99.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile0
Maximum738
Range738
Interquartile range0

Descriptive statistics

Standard deviation40.17730694
Coef of variation14.56277759
Kurtosis223.2684989
Mean2.75890411
MAD5.491352974
Skewness14.82837364
Sum4028
Variance1614.215993
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=8)
Histogram
Histogram with variable size bins (bins=[ 0. 240. 738.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1453 99.5%
 
738 1 0.1%
 
648 1 0.1%
 
576 1 0.1%
 
555 1 0.1%
 
519 1 0.1%
 
512 1 0.1%
 
480 1 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1453 99.5%
 
480 1 0.1%
 
512 1 0.1%
 
519 1 0.1%
 
555 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
738 1 0.1%
 
648 1 0.1%
 
576 1 0.1%
 
555 1 0.1%
 
519 1 0.1%
 

PoolQC
Categorical

Distinct count4
Unique (%)0.3%
Missing (%)99.5%
Missing (n)1453
Gd
 
3
Fa
 
2
Ex
 
2
(Missing)
1453
ValueCountFrequency (%) 
Gd 3 0.2%
 
Fa 2 0.1%
 
Ex 2 0.1%
 
(Missing) 1453 99.5%
 
Max length3
Mean length2.995205479
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

RoofMatl
Categorical

Distinct count8
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
CompShg
1434
Tar&Grv
 
11
WdShngl
 
6
Other values (5)
 
9
ValueCountFrequency (%) 
CompShg 1434 98.2%
 
Tar&Grv 11 0.8%
 
WdShngl 6 0.4%
 
WdShake 5 0.3%
 
Metal 1 0.1%
 
Membran 1 0.1%
 
Roll 1 0.1%
 
ClyTile 1 0.1%
 
Max length7
Mean length6.996575342
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsTrue

RoofStyle
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Gable
1141
Hip
286
Flat
 
13
Other values (3)
 
20
ValueCountFrequency (%) 
Gable 1141 78.2%
 
Hip 286 19.6%
 
Flat 13 0.9%
 
Gambrel 11 0.8%
 
Mansard 7 0.5%
 
Shed 2 0.1%
 
Max length7
Mean length4.62260274
Min length3
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

SaleCondition
Categorical

Distinct count6
Unique (%)0.4%
Missing (%)0.0%
Missing (n)0
Normal
1198
Partial
 
125
Abnorml
 
101
Other values (3)
 
36
ValueCountFrequency (%) 
Normal 1198 82.1%
 
Partial 125 8.6%
 
Abnorml 101 6.9%
 
Family 20 1.4%
 
Alloca 12 0.8%
 
AdjLand 4 0.3%
 
Max length7
Mean length6.157534247
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

SalePrice
Numeric

Distinct count663
Unique (%)45.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean180921.1959
Minimum34900
Maximum755000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum34900
5-th percentile88000
Q1129975
Median163000
Q3214000
95-th percentile326100
Maximum755000
Range720100
Interquartile range84025

Descriptive statistics

Standard deviation79442.50288
Coef of variation0.4391000319
Kurtosis6.53628186
Mean180921.1959
MAD57434.77028
Skewness1.88287576
Sum264144946
Variance6311111264
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 34900. 78500. 104950. 134950. 135250. ... 240500. 280500. 340500. 443130.5 755000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
140000 20 1.4%
 
135000 17 1.2%
 
145000 14 1.0%
 
155000 14 1.0%
 
190000 13 0.9%
 
110000 13 0.9%
 
160000 12 0.8%
 
115000 12 0.8%
 
139000 11 0.8%
 
130000 11 0.8%
 
Other values (653) 1323 90.6%
 

Minimum 5 values

ValueCountFrequency (%) 
34900 1 0.1%
 
35311 1 0.1%
 
37900 1 0.1%
 
39300 1 0.1%
 
40000 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
755000 1 0.1%
 
745000 1 0.1%
 
625000 1 0.1%
 
611657 1 0.1%
 
582933 1 0.1%
 

SaleType
Categorical

Distinct count9
Unique (%)0.6%
Missing (%)0.0%
Missing (n)0
WD
1267
New
 
122
COD
 
43
Other values (6)
 
28
ValueCountFrequency (%) 
WD 1267 86.8%
 
New 122 8.4%
 
COD 43 2.9%
 
ConLD 9 0.6%
 
ConLI 5 0.3%
 
ConLw 5 0.3%
 
CWD 4 0.3%
 
Oth 3 0.2%
 
Con 2 0.1%
 
Max length5
Mean length2.158219178
Min length2
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

ScreenPorch
Numeric

Distinct count76
Unique (%)5.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean15.0609589
Minimum0
Maximum480
Zeros (%)92.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile160
Maximum480
Range480
Interquartile range0

Descriptive statistics

Standard deviation55.75741528
Coef of variation3.70211589
Kurtosis18.43906784
Mean15.0609589
MAD27.72866954
Skewness4.122213743
Sum21989
Variance3108.889359
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 20. 117.5 224.5 289.5 480. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 1344 92.1%
 
192 6 0.4%
 
224 5 0.3%
 
120 5 0.3%
 
189 4 0.3%
 
180 4 0.3%
 
160 3 0.2%
 
168 3 0.2%
 
144 3 0.2%
 
126 3 0.2%
 
Other values (66) 80 5.5%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1344 92.1%
 
40 1 0.1%
 
53 1 0.1%
 
60 1 0.1%
 
63 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
480 1 0.1%
 
440 1 0.1%
 
410 1 0.1%
 
396 1 0.1%
 
385 1 0.1%
 

Street
Categorical

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Pave
1454
Grvl
 
6
ValueCountFrequency (%) 
Pave 1454 99.6%
 
Grvl 6 0.4%
 
Max length4
Mean length4
Min length4
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

TotalBsmtSF
Numeric

Distinct count721
Unique (%)49.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1057.429452
Minimum0
Maximum6110
Zeros (%)2.5%
Mini histogram

Quantile statistics

Minimum0
5-th percentile519.3
Q1795.75
Median991.5
Q31298.25
95-th percentile1753
Maximum6110
Range6110
Interquartile range502.5

Descriptive statistics

Standard deviation438.7053245
Coef of variation0.4148790481
Kurtosis13.25048328
Mean1057.429452
MAD321.2843732
Skewness1.524254549
Sum1543847
Variance192462.3617
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 52.5 366. 482.5 484. ... 1503. 1738. 2155.5 3203. 6110. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 37 2.5%
 
864 35 2.4%
 
672 17 1.2%
 
912 15 1.0%
 
1040 14 1.0%
 
816 13 0.9%
 
728 12 0.8%
 
768 12 0.8%
 
848 11 0.8%
 
780 11 0.8%
 
Other values (711) 1283 87.9%
 

Minimum 5 values

ValueCountFrequency (%) 
0 37 2.5%
 
105 1 0.1%
 
190 1 0.1%
 
264 3 0.2%
 
270 1 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6110 1 0.1%
 
3206 1 0.1%
 
3200 1 0.1%
 
3138 1 0.1%
 
3094 1 0.1%
 

TotRmsAbvGrd
Numeric

Distinct count12
Unique (%)0.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean6.517808219
Minimum2
Maximum14
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2
5-th percentile4
Q15
Median6
Q37
95-th percentile10
Maximum14
Range12
Interquartile range2

Descriptive statistics

Standard deviation1.625393291
Coef of variation0.2493772808
Kurtosis0.8807615657
Mean6.517808219
MAD1.279594671
Skewness0.6763408364
Sum9516
Variance2.641903349
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=12)
Histogram
Histogram with variable size bins (bins=[ 2. 2.5 3.5 4.5 5.5 7.5 8.5 10.5 13. 14. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
6 402 27.5%
 
7 329 22.5%
 
5 275 18.8%
 
8 187 12.8%
 
4 97 6.6%
 
9 75 5.1%
 
10 47 3.2%
 
11 18 1.2%
 
3 17 1.2%
 
12 11 0.8%
 
Other values (2) 2 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
2 1 0.1%
 
3 17 1.2%
 
4 97 6.6%
 
5 275 18.8%
 
6 402 27.5%
 

Maximum 5 values

ValueCountFrequency (%) 
14 1 0.1%
 
12 11 0.8%
 
11 18 1.2%
 
10 47 3.2%
 
9 75 5.1%
 

Utilities
Categorical

Distinct count2
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
AllPub
1459
NoSeWa
 
1
ValueCountFrequency (%) 
AllPub 1459 99.9%
 
NoSeWa 1 0.1%
 
Max length6
Mean length6
Min length6
Contains charsTrue
Contains digitsFalse
Contains spacesFalse
Contains non-wordsFalse

WoodDeckSF
Numeric

Distinct count274
Unique (%)18.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean94.24452055
Minimum0
Maximum857
Zeros (%)52.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q3168
95-th percentile335
Maximum857
Range857
Interquartile range168

Descriptive statistics

Standard deviation125.3387944
Coef of variation1.329931901
Kurtosis2.992950925
Mean94.24452055
MAD101.9957947
Skewness1.541375757
Sum137597
Variance15709.81337
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 6. 25. 99. 101.5 ... 239.5 240.5 370.5 518. 857. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 761 52.1%
 
192 38 2.6%
 
100 36 2.5%
 
144 33 2.3%
 
120 31 2.1%
 
168 28 1.9%
 
140 15 1.0%
 
224 14 1.0%
 
240 10 0.7%
 
208 10 0.7%
 
Other values (264) 484 33.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 761 52.1%
 
12 2 0.1%
 
24 2 0.1%
 
26 2 0.1%
 
28 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
857 1 0.1%
 
736 1 0.1%
 
728 1 0.1%
 
670 1 0.1%
 
668 1 0.1%
 

YearBuilt
Numeric

Distinct count112
Unique (%)7.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1971.267808
Minimum1872
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1872
5-th percentile1916
Q11954
Median1973
Q32000
95-th percentile2007
Maximum2010
Range138
Interquartile range46

Descriptive statistics

Standard deviation30.20290404
Coef of variation0.01532156307
Kurtosis-0.4395519416
Mean1971.267808
MAD25.06722274
Skewness-0.6134611725
Sum2878051
Variance912.2154126
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1872. 1909. 1919.5 1920.5 1939.5 ... 1991.5 2002.5 2007.5 2009.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2006 67 4.6%
 
2005 64 4.4%
 
2004 54 3.7%
 
2007 49 3.4%
 
2003 45 3.1%
 
1976 33 2.3%
 
1977 32 2.2%
 
1920 30 2.1%
 
1959 26 1.8%
 
1999 25 1.7%
 
Other values (102) 1035 70.9%
 

Minimum 5 values

ValueCountFrequency (%) 
1872 1 0.1%
 
1875 1 0.1%
 
1880 4 0.3%
 
1882 1 0.1%
 
1885 2 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 1 0.1%
 
2009 18 1.2%
 
2008 23 1.6%
 
2007 49 3.4%
 
2006 67 4.6%
 

YearRemodAdd
Numeric

Distinct count61
Unique (%)4.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1984.865753
Minimum1950
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1950
5-th percentile1950
Q11967
Median1994
Q32004
95-th percentile2007
Maximum2010
Range60
Interquartile range37

Descriptive statistics

Standard deviation20.64540681
Coef of variation0.01040141217
Kurtosis-1.272245192
Mean1984.865753
MAD18.62315256
Skewness-0.5035620027
Sum2897904
Variance426.2328223
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1950. 1950.5 1952.5 1975.5 1978.5 ... 1994.5 2001.5 2004.5 2007.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1950 178 12.2%
 
2006 97 6.6%
 
2007 76 5.2%
 
2005 73 5.0%
 
2004 62 4.2%
 
2000 55 3.8%
 
2003 51 3.5%
 
2002 48 3.3%
 
2008 40 2.7%
 
1996 36 2.5%
 
Other values (51) 744 51.0%
 

Minimum 5 values

ValueCountFrequency (%) 
1950 178 12.2%
 
1951 4 0.3%
 
1952 5 0.3%
 
1953 10 0.7%
 
1954 14 1.0%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 6 0.4%
 
2009 23 1.6%
 
2008 40 2.7%
 
2007 76 5.2%
 
2006 97 6.6%
 

YrSold
Numeric

Distinct count5
Unique (%)0.3%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean2007.815753
Minimum2006
Maximum2010
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum2006
5-th percentile2006
Q12007
Median2008
Q32009
95-th percentile2010
Maximum2010
Range4
Interquartile range2

Descriptive statistics

Standard deviation1.328095121
Coef of variation0.0006614626458
Kurtosis-1.190600571
Mean2007.815753
MAD1.148670482
Skewness0.09626851387
Sum2931411
Variance1.763836649
Memory size11.5 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[2006. 2006.5 2010. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2009 338 23.2%
 
2007 329 22.5%
 
2006 314 21.5%
 
2008 304 20.8%
 
2010 175 12.0%
 

Minimum 5 values

ValueCountFrequency (%) 
2006 314 21.5%
 
2007 329 22.5%
 
2008 304 20.8%
 
2009 338 23.2%
 
2010 175 12.0%
 

Maximum 5 values

ValueCountFrequency (%) 
2010 175 12.0%
 
2009 338 23.2%
 
2008 304 20.8%
 
2007 329 22.5%
 
2006 314 21.5%
 

Correlations

Missing values

Sample

First rows

1stFlrSF2ndFlrSF3SsnPorchAlleyBedroomAbvGrBldgTypeBsmtCondBsmtExposureBsmtFinSF1BsmtFinSF2BsmtFinType1BsmtFinType2BsmtFullBathBsmtHalfBathBsmtQualBsmtUnfSFCentralAirCondition1Condition2ElectricalEnclosedPorchExterCondExterior1stExterior2ndExterQualFenceFireplaceQuFireplacesFoundationFullBathFunctionalGarageAreaGarageCarsGarageCondGarageFinishGarageQualGarageTypeGarageYrBltGrLivAreaHalfBathHeatingHeatingQCHouseStyleIdKitchenAbvGrKitchenQualLandContourLandSlopeLotAreaLotConfigLotFrontageLotShapeLowQualFinSFMasVnrAreaMasVnrTypeMiscFeatureMiscValMoSoldMSSubClassMSZoningNeighborhoodOpenPorchSFOverallCondOverallQualPavedDrivePoolAreaPoolQCRoofMatlRoofStyleSaleConditionSalePriceSaleTypeScreenPorchStreetTotalBsmtSFTotRmsAbvGrdUtilitiesWoodDeckSFYearBuiltYearRemodAddYrSold
08568540NaN31FamTANo7060GLQUnf10Gd150YNormNormSBrkr0TAVinylSdVinylSdGdNaNNaN0PConc2Typ5482TARFnTAAttchd2003.017101GasAEx2Story11GdLvlGtl8450Inside65.0Reg0196.0BrkFaceNaN0260RLCollgCr6157Y0NaNCompShgGableNormal208500WD0Pave8568AllPub0200320032008
1126200NaN31FamTAGd9780ALQUnf01Gd284YFeedrNormSBrkr0TAMetalSdMetalSdTANaNTA1CBlock2Typ4602TARFnTAAttchd1976.012620GasAEx1Story21TALvlGtl9600FR280.0Reg00.0NoneNaN0520RLVeenker086Y0NaNCompShgGableNormal181500WD0Pave12626AllPub298197619762007
29208660NaN31FamTAMn4860GLQUnf10Gd434YNormNormSBrkr0TAVinylSdVinylSdGdNaNTA1PConc2Typ6082TARFnTAAttchd2001.017861GasAEx2Story31GdLvlGtl11250Inside68.0IR10162.0BrkFaceNaN0960RLCollgCr4257Y0NaNCompShgGableNormal223500WD0Pave9206AllPub0200120022008
39617560NaN31FamGdNo2160ALQUnf10TA540YNormNormSBrkr272TAWd SdngWd ShngTANaNGd1BrkTil1Typ6423TAUnfTADetchd1998.017170GasAGd2Story41GdLvlGtl9550Corner60.0IR100.0NoneNaN0270RLCrawfor3557Y0NaNCompShgGableAbnorml140000WD0Pave7567AllPub0191519702006
4114510530NaN41FamTAAv6550GLQUnf10Gd490YNormNormSBrkr0TAVinylSdVinylSdGdNaNTA1PConc2Typ8363TARFnTAAttchd2000.021981GasAEx2Story51GdLvlGtl14260FR284.0IR10350.0BrkFaceNaN01260RLNoRidge8458Y0NaNCompShgGableNormal250000WD0Pave11459AllPub192200020002008
5796566320NaN11FamTANo7320GLQUnf10Gd64YNormNormSBrkr0TAVinylSdVinylSdTAMnPrvNaN0Wood1Typ4802TAUnfTAAttchd1993.013621GasAEx1.5Fin61TALvlGtl14115Inside85.0IR100.0NoneShed7001050RLMitchel3055Y0NaNCompShgGableNormal143000WD0Pave7965AllPub40199319952009
6169400NaN31FamTAAv13690GLQUnf10Ex317YNormNormSBrkr0TAVinylSdVinylSdGdNaNGd1PConc2Typ6362TARFnTAAttchd2004.016940GasAEx1Story71GdLvlGtl10084Inside75.0Reg0186.0StoneNaN0820RLSomerst5758Y0NaNCompShgGableNormal307000WD0Pave16867AllPub255200420052007
711079830NaN31FamTAMn85932ALQBLQ10Gd216YPosNNormSBrkr228TAHdBoardHdBoardTANaNTA2CBlock2Typ4842TARFnTAAttchd1973.020901GasAEx2Story81TALvlGtl10382CornerNaNIR10240.0StoneShed3501160RLNWAmes20467Y0NaNCompShgGableNormal200000WD0Pave11077AllPub235197319732009
810227520NaN21FamTANo00UnfUnf00TA952YArteryNormFuseF205TABrkFaceWd ShngTANaNTA2BrkTil2Min14682TAUnfFaDetchd1931.017740GasAGd1.5Fin92TALvlGtl6120Inside51.0Reg00.0NoneNaN0450RMOldTown057Y0NaNCompShgGableAbnorml129900WD0Pave9528AllPub90193119502008
9107700NaN22fmConTANo8510GLQUnf10TA140YArteryArterySBrkr0TAMetalSdMetalSdTANaNTA2BrkTil1Typ2051TARFnGdAttchd1939.010770GasAEx1.5Unf102TALvlGtl7420Corner50.0Reg00.0NoneNaN01190RLBrkSide465Y0NaNCompShgGableNormal118000WD0Pave9915AllPub0193919502008

Last rows

1stFlrSF2ndFlrSF3SsnPorchAlleyBedroomAbvGrBldgTypeBsmtCondBsmtExposureBsmtFinSF1BsmtFinSF2BsmtFinType1BsmtFinType2BsmtFullBathBsmtHalfBathBsmtQualBsmtUnfSFCentralAirCondition1Condition2ElectricalEnclosedPorchExterCondExterior1stExterior2ndExterQualFenceFireplaceQuFireplacesFoundationFullBathFunctionalGarageAreaGarageCarsGarageCondGarageFinishGarageQualGarageTypeGarageYrBltGrLivAreaHalfBathHeatingHeatingQCHouseStyleIdKitchenAbvGrKitchenQualLandContourLandSlopeLotAreaLotConfigLotFrontageLotShapeLowQualFinSFMasVnrAreaMasVnrTypeMiscFeatureMiscValMoSoldMSSubClassMSZoningNeighborhoodOpenPorchSFOverallCondOverallQualPavedDrivePoolAreaPoolQCRoofMatlRoofStyleSaleConditionSalePriceSaleTypeScreenPorchStreetTotalBsmtSFTotRmsAbvGrdUtilitiesWoodDeckSFYearBuiltYearRemodAddYrSold
14508968960NaN4DuplexTANo00UnfUnf00Gd896YNormNormSBrkr0TAVinylSdVinylSdTANaNNaN0CBlock2Typ00NaNNaNNaNNaNNaN17922GasATA2Story14512TALvlGtl9000FR260.0Reg00.0NoneNaN0990RLNAmes4555Y0NaNCompShgGableNormal136000WD0Pave8968AllPub32197419742009
1451157800NaN31FamTANo00UnfUnf00Gd1573YNormNormSBrkr0TACemntBdCmentBdGdNaNGd1PConc2Typ8403TAFinTAAttchd2008.015780GasAEx1Story14521ExLvlGtl9262Inside78.0Reg0194.0StoneNaN0520RLSomerst3658Y0NaNCompShgGablePartial287090New0Pave15737AllPub0200820092009
1452107200NaN2TwnhsETAGd5470GLQUnf10Gd0YNormNormSBrkr0TAVinylSdVinylSdTANaNNaN0PConc1Typ5252TAFinTABasment2005.010720GasAGdSLvl14531TALvlGtl3675Inside35.0Reg080.0BrkFaceNaN05180RMEdwards2855Y0NaNCompShgGableNormal145000WD0Pave5475AllPub0200520052006
1453114000NaN31FamTANo00UnfUnf00Gd1140YNormNormSBrkr0TAVinylSdVinylSdTANaNNaN0PConc1Typ00NaNNaNNaNNaNNaN11400GasAEx1Story14541TALvlGtl17217Inside90.0Reg00.0NoneNaN0720RLMitchel5655Y0NaNCompShgGableAbnorml84500WD0Pave11406AllPub36200620062006
1454122100Pave21FamTANo4100GLQUnf10Gd811YNormNormSBrkr0TAVinylSdVinylSdGdNaNNaN0PConc2Typ4002TARFnTAAttchd2004.012210GasAEx1Story14551GdLvlGtl7500Inside62.0Reg00.0NoneNaN01020FVSomerst11357Y0NaNCompShgGableNormal185000WD0Pave12216AllPub0200420052009
14559536940NaN31FamTANo00UnfUnf00Gd953YNormNormSBrkr0TAVinylSdVinylSdTANaNTA1PConc2Typ4602TARFnTAAttchd1999.016471GasAEx2Story14561TALvlGtl7917Inside62.0Reg00.0NoneNaN0860RLGilbert4056Y0NaNCompShgGableNormal175000WD0Pave9537AllPub0199920002007
1456207300NaN31FamTANo790163ALQRec10Gd589YNormNormSBrkr0TAPlywoodPlywoodTAMnPrvTA2CBlock2Min15002TAUnfTAAttchd1978.020730GasATA1Story14571TALvlGtl13175Inside85.0Reg0119.0StoneNaN0220RLNWAmes066Y0NaNCompShgGableNormal210000WD0Pave15427AllPub349197819882010
1457118811520NaN41FamGdNo2750GLQUnf00TA877YNormNormSBrkr0GdCemntBdCmentBdExGdPrvGd2Stone2Typ2521TARFnTAAttchd1941.023400GasAEx2Story14581GdLvlGtl9042Inside66.0Reg00.0NoneShed2500570RLCrawfor6097Y0NaNCompShgGableNormal266500WD0Pave11529AllPub0194120062010
1458107800NaN21FamTAMn491029GLQRec10TA0YNormNormFuseA112TAMetalSdMetalSdTANaNNaN0CBlock1Typ2401TAUnfTAAttchd1950.010780GasAGd1Story14591GdLvlGtl9717Inside68.0Reg00.0NoneNaN0420RLNAmes065Y0NaNCompShgHipNormal142125WD0Pave10785AllPub366195019962010
1459125600NaN31FamTANo830290BLQLwQ10TA136YNormNormSBrkr0TAHdBoardHdBoardGdNaNNaN0CBlock1Typ2761TAFinTAAttchd1965.012561GasAGd1Story14601TALvlGtl9937Inside75.0Reg00.0NoneNaN0620RLEdwards6865Y0NaNCompShgGableNormal147500WD0Pave12566AllPub736196519652008